Questions
The holiday season is always the busiest for e-commerce businesses, with the most sales and biggest...

  1. The holiday season is always the busiest for e-commerce businesses, with the most sales and biggest discounts. One research claims that there were more online shoppers n 2017 compared to 2016.  In 2017, 800 customers were asked “Did you shop online during the holiday season?” 584 replied “yes” and 216 replied “no”. In 2016, 600 customers were asked “Did you shop online during the holiday season?”  423 replied “yes” and 177 replied “no”. Test the claim at the significant level α=0.01.
    1. State the null hypothesis and the alternative hypothesis. Make sure you clearly indicate the parameters for “year 2017” or “year 2016”:              
    2. H0:

                    Ha:

    3. Find the sample proportion for 2017, the sample proportion for 2016, and the grand proportion.
    4. Calculate the test statistic. Specify which test statistic you are finding (“z” or “t”).
    5. Find the p-value using the appropriate table. Be sure to include any appropriate degrees of freedom.   Draw the curve showing p-value, critical value(s), and rejection region.
    6. What is your decision and interpret the decision. Make sure to include the weight of the evidence, the conclusion, and the significance level.
    7. What is the 80% confidence interval of the difference in percentages of online shopping for 2017 and 2016? Interpret your result(s).

In: Statistics and Probability

Buckeye Creek Amusement Park is open from the beginning of May to the end of October....

Buckeye Creek Amusement Park is open from the beginning of May to the end of October. Buckeye Creek relies heavily on the sale of season passes. The sale of season passes brings in significant revenue prior to the park opening each season, and season pass holders con- tribute a substantial portion of the food, beverage, and novelty sales in the park. Greg Ross, director of marketing at Buckeye Creek, has been asked to develop a targeted marketing campaign to increase season pass sales. Greg has data for last season that show the number of season pass holders for each zip code within 50 miles of Buckeye Creek. he has also obtained the total population of each zip code from the U.S. Census bureau website. Greg thinks it may be possible to use regression analysis to predict the number of season pass holders in a zip code given the total population of a zip code. If this is possible, he could then conduct a direct mail campaign that would target zip codes that have fewer than the expected number of season pass holders. *I only need help with #5,6,7 thank you

Managerial Report

1. Compute descriptive statistics and construct a scatter diagram for the data. Discuss your findings.

2. Using simple linear regression, develop an estimated regression equation that could be used to predict the number of season pass holders in a zip code given the total population of the zip code.

3. Test for a significant relationship at the .05 level of significance.

4. Did the estimated regression equation provide a good fit?

5. Use residual analysis to determine whether the assumed regression model is appropriate.

6. Discuss if/how the estimated regression equation should be used to guide the marketing campaign.

7. What other data might be useful to predict the number of season pass holders in a zip code?

ZIP Code Population Season Pass Holders
45220 14171 224
45219 17576 42
45225 13437 15
45217 5731 78
45214 9952 19
45232 6913 28
45223 13349 83
45229 15713 75
45206 11353 69
45202 15105 83
45203 3411 9
45207 8233 8
41074 5566 36
41073 6193 63
45224 21043 207
41071 21596 133
45205 21683 102
45204 6642 36
41016 5603 42
45216 9028 55
45212 22356 207
41011 25849 193
41014 7913 41
45237 21137 86
45208 18236 424
45211 33968 342
45239 26485 269
41075 15868 236
45209 8941 111
45226 5029 84
45238 42737 564
45231 39939 361
45213 11683 153
45215 28915 308
45218 3917 54
41017 40218 493
41076 14779 176
45251 22887 205
45227 18431 215
45247 20372 357
41015 22298 189
45248 22880 380
45236 21823 310
45240 27033 142
45246 13522 100
45230 25763 423
45233 14175 244
45252 4799 58
41018 29001 244
45243 14755 303
45241 25623 299
45014 44178 307
45242 20015 377
45244 26316 448
41059 2266 22
41048 12597 214
41051 18730 323
45255 22552 307
45174 2072 52
41042 50429 440
45002 13298 184
45015 12504 47
45069 46264 561
45052 3770 52
45249 13432 154
41001 16982 164
41005 20892 209
45011 62303 496
45245 17701 189
41091 17372 226
45013 51730 286
45150 31179 316
41094 9748 106
45030 16386 192
45140 52874 657
41063 3662 19
45040 51183 549
45102 22009 217
45039 21398 278
41007 3215 26
45053 3441 25
45157 10312 72
45050 6988 80
41080 2114 11
45067 12507 62
45034 1227 11
45103 29874 267
47025 21986 154
45044 49621 322
41030 7280 35
41092 3198 18
45065 5194 35
41033 1712 11
47060 6910 38
41006 4835 19
45122 12550 59
45042 28821 91
45056 28811 88
45036 36066 225
45064 2376 9
47040 5242 10
45153 2132 10
45152 9686 101
47022 2740 17
47001 10370 36
45162 2900 11
45005 31944 93
41035 9671 54
45106 12675 61
45176 8485 47
45311 7381 10
41043 2968 7
45327 7961 13
41040 7249 14
45066 23119 129
41097 6854 22
45054 1730 12
41095 4218 11
45120 3774 20
45342 31929 55
47032 3628 10
45107 9608 40
47012 10579 23
45130 4202 17
45118 4239 23
41086 1602 5
47018 4435 12
45458 26281 75
45449 19237 15
45068 11293 28
47041 5544 18
45113 4118 16
45154 8093 41
45320 15282 8
45459 26744 39
47031 5179 12
41004 4311 9
41003 2397 5
41010 3321 5
41002 2104 6
45429 25537 39
45305 11159 16
45409 13554 9
45419 15782 33
45121 8919 26
45440 19463 25
45420 24393 20
45410 17025 7
45430 7137 7
45403 16794 8
45142 4973 10

In: Statistics and Probability

The annual salary of fresh college graduates is thought to be normally distributed with a mean...

The annual salary of fresh college graduates is thought to be normally distributed with a mean of $45,000 and standard deviation of $8000. Do the following.

(a) What is the z −score of the salary of $55,000? (10 points) (b)

If you randomly select such a graduate, what is the probability that he/she will be earning a salary of $55,000 or less? (Use z −score and Excel function to calculate this) (10 points)

(c) If you randomly select such a graduate, what is the probability that he/she will be earning a salary between $40,000 and $58,000? (Excel function for regular normal distribution to calculate this) (15 points)

In: Statistics and Probability

Describe the assumptions that should be met when deciding to use the t-test (i.e., scale of...

Describe the assumptions that should be met when deciding to use the t-test (i.e., scale of measurement; assumptions about variances of groups being compared; assumptions about group sizes; shapes of distributions.)

In: Statistics and Probability

(15 pts) The minimal Brinell hardness for a specific grade of ductile iron is 130. An...

  1. (15 pts) The minimal Brinell hardness for a specific grade of ductile iron is 130. An engineer has a sample of 25 pieces of this type of iron that was subcritically annealed with the Brinell hardness values as given below. The engineer would like to know whether this annealing process results in the proper Brinell hardness on average.

    135 149 132 142 124 130 122 128 120 128 127 123 136 141 130 139 134 135 130 141 149 137 137 140 148

    State the appropriate hypotheses; conduct a hypothesis test using α = 0.05 utilizing the classical approach, confidence interval approach, or p-value approach; state the decision regarding the hypotheses; and make a conclusion.

In: Statistics and Probability

(15 pts) A person’s Intelligence Quotient (IQ) is determined via a series of test questions. The...

  1. (15 pts) A person’s Intelligence Quotient (IQ) is determined via a series of test questions. The IQ score itself is designed to be approximately normally distributed with a mean value of 100 and a standard deviation of 15. In a sample of 20 students with behavioral problems, a school administrator observes an average IQ of 102.7. The administrator believes that students with behavioral issues have a different cognition from their peers, and thus a different average IQ. State the appropriate hypotheses; conduct a hypothesis test using α = 0.05 utilizing the classical approach, confidence interval approach, or p-value approach; state the decision regarding the hypotheses; and make a conclusion.

In: Statistics and Probability

A recent study of two vendors of desktop personal computers reported that out of 858 units...

A recent study of two vendors of desktop personal computers reported that out of 858 units sold by Brand A, 126 required repair, while out of 779 units sold by Brand B, 97 required repair. Round all numeric answers to 4 decimal places.

1. Calculate the difference in the sample proportion for the two brands of computers, ?̂ ??????−?̂ ?????? = .

2. What are the correct hypotheses for conducting a hypothesis test to determine whether the proportion of computers needing repairs is different for the two brands.

A. ?0:??−??=0, ??:??−??<0 B. ?0:??−??=0, ??:??−??>0 C. ?0:??−??=0, ??:??−??≠0

3. Calculate the pooled estimate of the sample proportion, ?̂ =

4. Is the success-failure condition met for this scenario? A. Yes B. No

5. Calculate the test statistic for this hypothesis test. =

6. Calculate the p-value for this hypothesis test, p-value = .

7. Based on the p-value, we have:

A. very strong evidence

B. extremely strong evidence

C. strong evidence

D. little evidence

E. some evidence that the null model is not a good fit for our observed data.

8. Compute a 90 % confidence interval for the difference ?̂ ??????−?̂ ?????? = ( , )

In: Statistics and Probability

1.The following probability distribution lists the probability of getting a certain number of questions correct on...

1.The following probability distribution lists the probability of getting a certain number of questions correct on a five question True/False quiz.

Five-question true/false quiz

( x = number correct)

x P(x)

0 0.03125

1 0.15625

2 0.3125

3 0.3125

4 0.15625

5 0.03125

1A. What is the mean of the probability distribution?

1B. What is the standard deviation?

1C. What is the probability of getting more than 3 questions correct?

2.

2A. The probability that a student passes a certain math exam in 0.7. If the exam is given to 15 students, find the probability that at least 12 of them pass? Hint: This is binomial calculator

2B.On a typical day a credit union opens 5 new accounts. Find the probability that the credit union opens exactly 6 accounts in the next two days. Hint: Use Poisson calculator

In: Statistics and Probability

Business Weekly conducted a survey of graduates from 30 top MBA programs. On the basis of...

Business Weekly conducted a survey of graduates from 30 top MBA programs. On the basis of the survey, assume the mean annual salary for graduates 10 years after graduation is 123000 dollars. Assume the standard deviation is 37000 dollars. Suppose you take a simple random sample of 69 graduates. Find the probability that a single randomly selected salary is less than 126000 dollars. Answer = Find the probability that a sample of size n = 69 is randomly selected with a mean that is less than 126000 dollars. Answer = Enter your answers as numbers accurate to 4 decimal places.

In: Statistics and Probability

1. Over a period of 100 randomly chosen trading days in 1993, a basket of small...

1. Over a period of 100 randomly chosen trading days in 1993, a basket of small growth stocks returned an average of 13.37% while a basket of diversified stocks returned an average of 19.63%. The standard deviations were 20.39% and 12.85% respectively. On average, did these two investment vehicles produce significantly different returns? Test at the 0.05 level of significance

In: Statistics and Probability

More than 100 million people around the world are not getting enough sleep; the average adult...

More than 100 million people around the world are not getting enough sleep; the average adult needs between 7.5 and 8 hours of sleep per night. College students are particularly at risk of not getting enough shut-eye.

A recent survey of several thousand college students indicated that the total hours of sleep time per night, denoted by the random variable X, can be approximated by a normal model with E(X) = 6.94 hours and SD(X) = 1.27 hours.

Question 1. Find the probability that the hours of sleep per night for a random sample of 4 college students has a mean x between 6.71 and 6.95.

(use 4 decimal places in your answer)

Question 2. Find the probability that the hours of sleep per night for a random sample of 16 college students has a mean x between 6.71 and 6.95.

(use 4 decimal places in your answer)

Question 3. Find the probability that the hours of sleep per night for a random sample of 25 college students has a mean x between 6.71 and 6.95.

(use 4 decimal places in your answer)

Question 4. The Central Limit Theorem was needed to answer questions 1, 2, and 3 above.

True or False?

In: Statistics and Probability

The heights of European 13-year-old boys can be approximated by a normal model with mean μ...

The heights of European 13-year-old boys can be approximated by a normal model with mean μ of 63.6 inches and standard deviation σ of 2.5 inches.

Question 1. What is the probability that a randomly selected 13-year-old boy from Europe is taller than 65 inches?

(use 4 decimal places in your answer)

Question 2. A random sample of 4 European 13-year-old boys is selected. What is the probability that the sample mean height x is greater than 65 inches?

(use 4 decimal places in your answer)

Question 3. A random sample of 9 European 13-year-old boys is selected. What is the probability that the sample mean height x is greater than 65 inches?

(use 4 decimal places in your answer)

Question 4. The Central Limit Theorem was needed to answer questions 1, 2, and 3 above.

True or False?

In: Statistics and Probability

An exhaustive study of all active Facebook accounts was recently conducted by Facebook. One variable Facebook...

An exhaustive study of all active Facebook accounts was recently conducted by Facebook. One variable Facebook recorded was the number of friends X of each Facebook user. Suppose X has expected value E(X) = 187 and standard deviation SD(X) = 283.6. Since the possible values of X are only integers and since the distribution of X is highly skewed to the right, the distribution of X cannot be described by a normal model. Suppose you select a random sample of 35 Facebook users and record the number of Facebook friends each user has.

Question 1. What is the probability that the 35 Facebook users in your sample have a sample mean number of friends x greater than 168?

(use 4 decimal places in your answer)

Question 2. What is the probability that the 35 Facebook users in your sample have a sample mean number of friends x less than 197?

(use 4 decimal places in your answer)

Question 3. The Central Limit theorem was needed to answer questions 1 and 2 above.

True or False?   

In: Statistics and Probability

Please use ONLY one Excel file to answer the below questions. ( including the formula using...

Please use ONLY one Excel file to answer the below questions. ( including the formula using for Excel)

In 2011, when the Gallup organization polled investors, 34% rated gold the best long-term investment. In April of 2013 Gallup surveyed a random sample of U.S. adults. Respondents were asked to select the best long-term investment from a list of possibilities. Only 241 of the 1005 respondents chose gold as the best long-term investment. By contrast, only 91 chose bonds.

  1. Compute the standard error for each sample proportion. Compute and describe a 95% confidence interval in the context of the question.
  2. Do you think opinions about the value of gold as a long-term investment have really changed from the old 34% favorability rate, or do you think this is just sample variability? Explain.
  3. Suppose we want to increase the margin of error to 3%, what is the necessary sample size?
  4. Based on the sample size obtained in part c, suppose 120 respondents chose gold as the best long-term investment. Compute the standard error for choosing gold as the best long-term investment. Compute and describe a 95% confidence interval in the context of the question.
  5. Based on the results of part d, do you think opinions about the value of gold as a long-term investment have really changed from the old 34% favorability rate, or do you think this is just sample variability? Explain.

Thank you in advance!

In: Statistics and Probability

In epidemiology, why is it important to orient the data by person, place and time? What...

In epidemiology, why is it important to orient the data by person, place and time? What does it mean and what do we learn from this?

In: Statistics and Probability